Period
to 19 October 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cambridge. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 19 October 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Cambridgeshire > Cambridge
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 93 116 97
Rank change year-on-year +23 -19 +4
Permanent jobs citing Data Structures 48 62 44
As % of all permanent IT jobs advertised in Cambridge 2.19% 2.28% 1.92%
As % of the Miscellaneous category 4.17% 3.94% 3.54%
Number of salaries quoted 42 35 26
Cambridge median annual salary £65,000 £50,000 £50,000
Median salary % change year-on-year +30.00% - +25.00%
10th Percentile £47,500 £34,500 £21,000
90th Percentile £72,500 £68,750 £65,000
Cambridgeshire median annual salary £57,500 £50,000 £46,250
% change year-on-year +15.00% +8.11% +15.63%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 1,152 1,572 1,243
As % of all permanent IT jobs advertised in Cambridge 52.67% 57.75% 54.26%
Number of salaries quoted 836 1,204 1,004
Cambridge median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% +5.88%
10th Percentile £27,625 £30,000 £26,250
90th Percentile £72,500 £72,500 £67,500
Cambridgeshire median annual salary £45,139 £46,902 £45,000
% change year-on-year -3.76% +4.23% +5.88%

Data Structures
Job Vacancy Trend in Cambridge

Job postings citing Data Structures as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Data Structures in Cambridge

Data Structures
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Cambridge.

Salary trend for Data Structures in Cambridge

Data Structures
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Data Structures in Cambridge over the 6 months to 19 October 2018.

Salary histogram for Data Structures in Cambridge

For the 6 months to 19 October 2018, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridge region with a requirement for Data Structures.

1 35 (72.92%) Software Engineering
2 32 (66.67%) Algorithms
3 30 (62.50%) Agile Software Development
4 26 (54.17%) Java
5 21 (43.75%) Unit Testing
6 17 (35.42%) Continuous Integration
6 17 (35.42%) Microsoft Azure
6 17 (35.42%) Amazon AWS
7 16 (33.33%) NoSQL
7 16 (33.33%) Multithreading
7 16 (33.33%) JSON
8 15 (31.25%) Web Services
9 14 (29.17%) Git (software)
9 14 (29.17%) Test Automation
10 13 (27.08%) MongoDB
11 12 (25.00%) C++
12 11 (22.92%) Windows
12 11 (22.92%) OOP
12 11 (22.92%) C#
12 11 (22.92%) Python
12 11 (22.92%) Mathematics
12 11 (22.92%) HBase
12 11 (22.92%) Elasticsearch
12 11 (22.92%) Machine Learning
12 11 (22.92%) Cloud Computing
12 11 (22.92%) Docker
12 11 (22.92%) Mathematical Modelling
13 10 (20.83%) RESTful
13 10 (20.83%) jQuery
13 10 (20.83%) CSS

Data Structures
Co-occurring IT Skills in Cambridge by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 11 (22.92%) Elasticsearch
2 5 (10.42%) Apache
2 5 (10.42%) Cloud Foundry
Cloud Services
1 17 (35.42%) Amazon AWS
1 17 (35.42%) Microsoft Azure
2 11 (22.92%) Cloud Computing
3 6 (12.50%) Firebase
3 6 (12.50%) Google Cloud Platform
4 1 (2.08%) SaaS
Communications & Networking
1 1 (2.08%) HTTP
1 1 (2.08%) OpenFlow
1 1 (2.08%) TCP/IP
Database & Business Intelligence
1 16 (33.33%) NoSQL
2 13 (27.08%) MongoDB
3 11 (22.92%) HBase
4 6 (12.50%) Big Data
4 6 (12.50%) PostgreSQL
5 5 (10.42%) Hadoop
5 5 (10.42%) MySQL
6 1 (2.08%) Redis
6 1 (2.08%) Relational Database
Development Applications
1 14 (29.17%) Git (software)
2 6 (12.50%) Maven
3 2 (4.17%) Mercurial
4 1 (2.08%) Gradle
4 1 (2.08%) Subversion
General
1 5 (10.42%) Finance
2 1 (2.08%) Banking
2 1 (2.08%) Retail
2 1 (2.08%) Telecoms
Job Titles
1 35 (72.92%) Software Engineer
2 14 (29.17%) Developer
3 11 (22.92%) C# Developer
4 7 (14.58%) Python Engineer
4 7 (14.58%) Python Software Engineer
5 5 (10.42%) Java Engineer
5 5 (10.42%) Java Software Engineer
5 5 (10.42%) JavaScript Engineer
5 5 (10.42%) Machine Learning Engineer
6 3 (6.25%) AWS Engineer
6 3 (6.25%) AWS Software Engineer
6 3 (6.25%) Lead Software Engineer
6 3 (6.25%) Senior Software Engineer
7 2 (4.17%) C# Software Developer
7 2 (4.17%) Developer/Software Engineer
7 2 (4.17%) iOS Developer
7 2 (4.17%) Objective-C Developer
7 2 (4.17%) UI Developer
7 2 (4.17%) UI/UX Developer
7 2 (4.17%) UX Developer
Libraries, Frameworks & Software Standards
1 16 (33.33%) JSON
2 15 (31.25%) Web Services
3 10 (20.83%) CSS
3 10 (20.83%) HTML
3 10 (20.83%) jQuery
3 10 (20.83%) RESTful
4 8 (16.67%) Spring
5 6 (12.50%) Node.js
5 6 (12.50%) TensorFlow
6 5 (10.42%) Apache Commons
6 5 (10.42%) HTML5
6 5 (10.42%) OSGi
6 5 (10.42%) REST
6 5 (10.42%) SOAP
6 5 (10.42%) WSDL
7 3 (6.25%) Hibernate
7 3 (6.25%) JDBC
7 3 (6.25%) JPA
7 3 (6.25%) LESS
7 3 (6.25%) Polymer
Miscellaneous
1 32 (66.67%) Algorithms
2 8 (16.67%) Computer Science
3 5 (10.42%) Enterprise Cloud
4 4 (8.33%) Virtual Team
5 3 (6.25%) Enterprise Software
6 2 (4.17%) Analytical Skills
6 2 (4.17%) Mobile App
6 2 (4.17%) User Experience
Operating Systems
1 11 (22.92%) Windows
2 2 (4.17%) Apple iOS
Processes & Methodologies
1 35 (72.92%) Software Engineering
2 30 (62.50%) Agile Software Development
3 21 (43.75%) Unit Testing
4 17 (35.42%) Continuous Integration
5 16 (33.33%) Multithreading
6 14 (29.17%) Test Automation
7 11 (22.92%) Machine Learning
7 11 (22.92%) Mathematical Modelling
7 11 (22.92%) Mathematics
7 11 (22.92%) OOP
8 8 (16.67%) MVC
9 5 (10.42%) Biometrics
9 5 (10.42%) Data Modelling
9 5 (10.42%) Data Science
9 5 (10.42%) DevOps
9 5 (10.42%) Due Diligence
9 5 (10.42%) Scrum
9 5 (10.42%) SDLC
9 5 (10.42%) Web Development
10 4 (8.33%) Concurrent Programming
Programming Languages
1 26 (54.17%) Java
2 12 (25.00%) C++
3 11 (22.92%) C#
3 11 (22.92%) Python
4 10 (20.83%) JavaScript
5 7 (14.58%) SQL
6 6 (12.50%) Kotlin
7 2 (4.17%) Apple Swift
7 2 (4.17%) Objective-C
Qualifications
1 7 (14.58%) Computer Science Degree
1 7 (14.58%) Degree
System Software
1 11 (22.92%) Docker
Systems Management
1 6 (12.50%) Kubernetes
Vendors
1 8 (16.67%) Google
2 5 (10.42%) Microsoft
2 5 (10.42%) Oracle
3 2 (4.17%) Mapbox